David hated hospitals. The white walls, the fluorescent lights, the air of forced optimism – it all grated on his nerves. He felt a tightening in his chest, a familiar physical manifestation of his resistance. He wouldn't be here if he had a choice. He’d managed his condition for years, without help. Now, the new specialist, with his smug smile, wanted to re-evaluate.

He slumped in his chair, trying to make himself as small and inconspicuous as possible. He wanted to disappear. He wanted them to leave him alone.

A woman walked past, paused, and then returned, her eyes narrowed. "Are you… you're here for the same thing, aren't you?" she asked, her voice skeptical, almost accusatory.

David just looked at her. He didn't want any connections. He didn't need any help, and he certainly didn't need another person getting close to his business.

"It seems you have the wrong person," he said coldly.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349